{
    "description": "Tool agent that can retrieve answers from multiple sources using relevant Retriever Tools",
    "usecases": ["Documents QnA"],
    "framework": ["Langchain"],
    "nodes": [
        {
            "width": 300,
            "height": 606,
            "id": "pinecone_0",
            "position": {
                "x": 417.52955058511066,
                "y": -148.13795216290424
            },
            "type": "customNode",
            "data": {
                "id": "pinecone_0",
                "label": "Pinecone",
                "version": 3,
                "name": "pinecone",
                "type": "Pinecone",
                "baseClasses": ["Pinecone", "VectorStoreRetriever", "BaseRetriever"],
                "category": "Vector Stores",
                "description": "Upsert embedded data and perform similarity or mmr search using Pinecone, a leading fully managed hosted vector database",
                "inputParams": [
                    {
                        "label": "Connect Credential",
                        "name": "credential",
                        "type": "credential",
                        "credentialNames": ["pineconeApi"],
                        "id": "pinecone_0-input-credential-credential"
                    },
                    {
                        "label": "Pinecone Index",
                        "name": "pineconeIndex",
                        "type": "string",
                        "id": "pinecone_0-input-pineconeIndex-string"
                    },
                    {
                        "label": "Pinecone Namespace",
                        "name": "pineconeNamespace",
                        "type": "string",
                        "placeholder": "my-first-namespace",
                        "additionalParams": true,
                        "optional": true,
                        "id": "pinecone_0-input-pineconeNamespace-string"
                    },
                    {
                        "label": "Pinecone Metadata Filter",
                        "name": "pineconeMetadataFilter",
                        "type": "json",
                        "optional": true,
                        "additionalParams": true,
                        "id": "pinecone_0-input-pineconeMetadataFilter-json"
                    },
                    {
                        "label": "Top K",
                        "name": "topK",
                        "description": "Number of top results to fetch. Default to 4",
                        "placeholder": "4",
                        "type": "number",
                        "additionalParams": true,
                        "optional": true,
                        "id": "pinecone_0-input-topK-number"
                    },
                    {
                        "label": "Search Type",
                        "name": "searchType",
                        "type": "options",
                        "default": "similarity",
                        "options": [
                            {
                                "label": "Similarity",
                                "name": "similarity"
                            },
                            {
                                "label": "Max Marginal Relevance",
                                "name": "mmr"
                            }
                        ],
                        "additionalParams": true,
                        "optional": true,
                        "id": "pinecone_0-input-searchType-options"
                    },
                    {
                        "label": "Fetch K (for MMR Search)",
                        "name": "fetchK",
                        "description": "Number of initial documents to fetch for MMR reranking. Default to 20. Used only when the search type is MMR",
                        "placeholder": "20",
                        "type": "number",
                        "additionalParams": true,
                        "optional": true,
                        "id": "pinecone_0-input-fetchK-number"
                    },
                    {
                        "label": "Lambda (for MMR Search)",
                        "name": "lambda",
                        "description": "Number between 0 and 1 that determines the degree of diversity among the results, where 0 corresponds to maximum diversity and 1 to minimum diversity. Used only when the search type is MMR",
                        "placeholder": "0.5",
                        "type": "number",
                        "additionalParams": true,
                        "optional": true,
                        "id": "pinecone_0-input-lambda-number"
                    }
                ],
                "inputAnchors": [
                    {
                        "label": "Document",
                        "name": "document",
                        "type": "Document",
                        "list": true,
                        "optional": true,
                        "id": "pinecone_0-input-document-Document"
                    },
                    {
                        "label": "Embeddings",
                        "name": "embeddings",
                        "type": "Embeddings",
                        "id": "pinecone_0-input-embeddings-Embeddings"
                    },
                    {
                        "label": "Record Manager",
                        "name": "recordManager",
                        "type": "RecordManager",
                        "description": "Keep track of the record to prevent duplication",
                        "optional": true,
                        "id": "pinecone_0-input-recordManager-RecordManager"
                    }
                ],
                "inputs": {
                    "document": "",
                    "embeddings": "{{openAIEmbeddings_0.data.instance}}",
                    "recordManager": "",
                    "pineconeIndex": "newindex",
                    "pineconeNamespace": "pinecone-form10k",
                    "pineconeMetadataFilter": "{\"source\":\"apple\"}",
                    "topK": "",
                    "searchType": "similarity",
                    "fetchK": "",
                    "lambda": ""
                },
                "outputAnchors": [
                    {
                        "name": "output",
                        "label": "Output",
                        "type": "options",
                        "description": "",
                        "options": [
                            {
                                "id": "pinecone_0-output-retriever-Pinecone|VectorStoreRetriever|BaseRetriever",
                                "name": "retriever",
                                "label": "Pinecone Retriever",
                                "description": "",
                                "type": "Pinecone | VectorStoreRetriever | BaseRetriever"
                            },
                            {
                                "id": "pinecone_0-output-vectorStore-Pinecone|VectorStore",
                                "name": "vectorStore",
                                "label": "Pinecone Vector Store",
                                "description": "",
                                "type": "Pinecone | VectorStore"
                            }
                        ],
                        "default": "retriever"
                    }
                ],
                "outputs": {
                    "output": "retriever"
                },
                "selected": false
            },
            "selected": false,
            "positionAbsolute": {
                "x": 417.52955058511066,
                "y": -148.13795216290424
            },
            "dragging": false
        },
        {
            "width": 300,
            "height": 424,
            "id": "openAIEmbeddings_0",
            "position": {
                "x": 54.119166092646566,
                "y": -20.12821243199312
            },
            "type": "customNode",
            "data": {
                "id": "openAIEmbeddings_0",
                "label": "OpenAI Embeddings",
                "version": 4,
                "name": "openAIEmbeddings",
                "type": "OpenAIEmbeddings",
                "baseClasses": ["OpenAIEmbeddings", "Embeddings"],
                "category": "Embeddings",
                "description": "OpenAI API to generate embeddings for a given text",
                "inputParams": [
                    {
                        "label": "Connect Credential",
                        "name": "credential",
                        "type": "credential",
                        "credentialNames": ["openAIApi"],
                        "id": "openAIEmbeddings_0-input-credential-credential"
                    },
                    {
                        "label": "Model Name",
                        "name": "modelName",
                        "type": "asyncOptions",
                        "loadMethod": "listModels",
                        "default": "text-embedding-ada-002",
                        "id": "openAIEmbeddings_0-input-modelName-asyncOptions"
                    },
                    {
                        "label": "Strip New Lines",
                        "name": "stripNewLines",
                        "type": "boolean",
                        "optional": true,
                        "additionalParams": true,
                        "id": "openAIEmbeddings_0-input-stripNewLines-boolean"
                    },
                    {
                        "label": "Batch Size",
                        "name": "batchSize",
                        "type": "number",
                        "optional": true,
                        "additionalParams": true,
                        "id": "openAIEmbeddings_0-input-batchSize-number"
                    },
                    {
                        "label": "Timeout",
                        "name": "timeout",
                        "type": "number",
                        "optional": true,
                        "additionalParams": true,
                        "id": "openAIEmbeddings_0-input-timeout-number"
                    },
                    {
                        "label": "BasePath",
                        "name": "basepath",
                        "type": "string",
                        "optional": true,
                        "additionalParams": true,
                        "id": "openAIEmbeddings_0-input-basepath-string"
                    },
                    {
                        "label": "Dimensions",
                        "name": "dimensions",
                        "type": "number",
                        "optional": true,
                        "additionalParams": true,
                        "id": "openAIEmbeddings_0-input-dimensions-number"
                    }
                ],
                "inputAnchors": [],
                "inputs": {
                    "modelName": "text-embedding-ada-002",
                    "stripNewLines": "",
                    "batchSize": "",
                    "timeout": "",
                    "basepath": "",
                    "dimensions": ""
                },
                "outputAnchors": [
                    {
                        "id": "openAIEmbeddings_0-output-openAIEmbeddings-OpenAIEmbeddings|Embeddings",
                        "name": "openAIEmbeddings",
                        "label": "OpenAIEmbeddings",
                        "description": "OpenAI API to generate embeddings for a given text",
                        "type": "OpenAIEmbeddings | Embeddings"
                    }
                ],
                "outputs": {},
                "selected": false
            },
            "selected": false,
            "positionAbsolute": {
                "x": 54.119166092646566,
                "y": -20.12821243199312
            },
            "dragging": false
        },
        {
            "width": 300,
            "height": 606,
            "id": "pinecone_1",
            "position": {
                "x": 432.73419795865834,
                "y": 517.3146695730651
            },
            "type": "customNode",
            "data": {
                "id": "pinecone_1",
                "label": "Pinecone",
                "version": 3,
                "name": "pinecone",
                "type": "Pinecone",
                "baseClasses": ["Pinecone", "VectorStoreRetriever", "BaseRetriever"],
                "category": "Vector Stores",
                "description": "Upsert embedded data and perform similarity or mmr search using Pinecone, a leading fully managed hosted vector database",
                "inputParams": [
                    {
                        "label": "Connect Credential",
                        "name": "credential",
                        "type": "credential",
                        "credentialNames": ["pineconeApi"],
                        "id": "pinecone_1-input-credential-credential"
                    },
                    {
                        "label": "Pinecone Index",
                        "name": "pineconeIndex",
                        "type": "string",
                        "id": "pinecone_1-input-pineconeIndex-string"
                    },
                    {
                        "label": "Pinecone Namespace",
                        "name": "pineconeNamespace",
                        "type": "string",
                        "placeholder": "my-first-namespace",
                        "additionalParams": true,
                        "optional": true,
                        "id": "pinecone_1-input-pineconeNamespace-string"
                    },
                    {
                        "label": "Pinecone Metadata Filter",
                        "name": "pineconeMetadataFilter",
                        "type": "json",
                        "optional": true,
                        "additionalParams": true,
                        "id": "pinecone_1-input-pineconeMetadataFilter-json"
                    },
                    {
                        "label": "Top K",
                        "name": "topK",
                        "description": "Number of top results to fetch. Default to 4",
                        "placeholder": "4",
                        "type": "number",
                        "additionalParams": true,
                        "optional": true,
                        "id": "pinecone_1-input-topK-number"
                    },
                    {
                        "label": "Search Type",
                        "name": "searchType",
                        "type": "options",
                        "default": "similarity",
                        "options": [
                            {
                                "label": "Similarity",
                                "name": "similarity"
                            },
                            {
                                "label": "Max Marginal Relevance",
                                "name": "mmr"
                            }
                        ],
                        "additionalParams": true,
                        "optional": true,
                        "id": "pinecone_1-input-searchType-options"
                    },
                    {
                        "label": "Fetch K (for MMR Search)",
                        "name": "fetchK",
                        "description": "Number of initial documents to fetch for MMR reranking. Default to 20. Used only when the search type is MMR",
                        "placeholder": "20",
                        "type": "number",
                        "additionalParams": true,
                        "optional": true,
                        "id": "pinecone_1-input-fetchK-number"
                    },
                    {
                        "label": "Lambda (for MMR Search)",
                        "name": "lambda",
                        "description": "Number between 0 and 1 that determines the degree of diversity among the results, where 0 corresponds to maximum diversity and 1 to minimum diversity. Used only when the search type is MMR",
                        "placeholder": "0.5",
                        "type": "number",
                        "additionalParams": true,
                        "optional": true,
                        "id": "pinecone_1-input-lambda-number"
                    }
                ],
                "inputAnchors": [
                    {
                        "label": "Document",
                        "name": "document",
                        "type": "Document",
                        "list": true,
                        "optional": true,
                        "id": "pinecone_1-input-document-Document"
                    },
                    {
                        "label": "Embeddings",
                        "name": "embeddings",
                        "type": "Embeddings",
                        "id": "pinecone_1-input-embeddings-Embeddings"
                    },
                    {
                        "label": "Record Manager",
                        "name": "recordManager",
                        "type": "RecordManager",
                        "description": "Keep track of the record to prevent duplication",
                        "optional": true,
                        "id": "pinecone_1-input-recordManager-RecordManager"
                    }
                ],
                "inputs": {
                    "document": "",
                    "embeddings": "{{openAIEmbeddings_1.data.instance}}",
                    "recordManager": "",
                    "pineconeIndex": "newindex",
                    "pineconeNamespace": "pinecone-form10k-2",
                    "pineconeMetadataFilter": "{\"source\":\"tesla\"}",
                    "topK": "",
                    "searchType": "similarity",
                    "fetchK": "",
                    "lambda": ""
                },
                "outputAnchors": [
                    {
                        "name": "output",
                        "label": "Output",
                        "type": "options",
                        "description": "",
                        "options": [
                            {
                                "id": "pinecone_1-output-retriever-Pinecone|VectorStoreRetriever|BaseRetriever",
                                "name": "retriever",
                                "label": "Pinecone Retriever",
                                "description": "",
                                "type": "Pinecone | VectorStoreRetriever | BaseRetriever"
                            },
                            {
                                "id": "pinecone_1-output-vectorStore-Pinecone|VectorStore",
                                "name": "vectorStore",
                                "label": "Pinecone Vector Store",
                                "description": "",
                                "type": "Pinecone | VectorStore"
                            }
                        ],
                        "default": "retriever"
                    }
                ],
                "outputs": {
                    "output": "retriever"
                },
                "selected": false
            },
            "selected": false,
            "positionAbsolute": {
                "x": 432.73419795865834,
                "y": 517.3146695730651
            },
            "dragging": false
        },
        {
            "width": 300,
            "height": 424,
            "id": "openAIEmbeddings_1",
            "position": {
                "x": 58.45057557109914,
                "y": 575.7733202609951
            },
            "type": "customNode",
            "data": {
                "id": "openAIEmbeddings_1",
                "label": "OpenAI Embeddings",
                "version": 4,
                "name": "openAIEmbeddings",
                "type": "OpenAIEmbeddings",
                "baseClasses": ["OpenAIEmbeddings", "Embeddings"],
                "category": "Embeddings",
                "description": "OpenAI API to generate embeddings for a given text",
                "inputParams": [
                    {
                        "label": "Connect Credential",
                        "name": "credential",
                        "type": "credential",
                        "credentialNames": ["openAIApi"],
                        "id": "openAIEmbeddings_1-input-credential-credential"
                    },
                    {
                        "label": "Model Name",
                        "name": "modelName",
                        "type": "asyncOptions",
                        "loadMethod": "listModels",
                        "default": "text-embedding-ada-002",
                        "id": "openAIEmbeddings_1-input-modelName-asyncOptions"
                    },
                    {
                        "label": "Strip New Lines",
                        "name": "stripNewLines",
                        "type": "boolean",
                        "optional": true,
                        "additionalParams": true,
                        "id": "openAIEmbeddings_1-input-stripNewLines-boolean"
                    },
                    {
                        "label": "Batch Size",
                        "name": "batchSize",
                        "type": "number",
                        "optional": true,
                        "additionalParams": true,
                        "id": "openAIEmbeddings_1-input-batchSize-number"
                    },
                    {
                        "label": "Timeout",
                        "name": "timeout",
                        "type": "number",
                        "optional": true,
                        "additionalParams": true,
                        "id": "openAIEmbeddings_1-input-timeout-number"
                    },
                    {
                        "label": "BasePath",
                        "name": "basepath",
                        "type": "string",
                        "optional": true,
                        "additionalParams": true,
                        "id": "openAIEmbeddings_1-input-basepath-string"
                    },
                    {
                        "label": "Dimensions",
                        "name": "dimensions",
                        "type": "number",
                        "optional": true,
                        "additionalParams": true,
                        "id": "openAIEmbeddings_1-input-dimensions-number"
                    }
                ],
                "inputAnchors": [],
                "inputs": {
                    "modelName": "text-embedding-ada-002",
                    "stripNewLines": "",
                    "batchSize": "",
                    "timeout": "",
                    "basepath": "",
                    "dimensions": ""
                },
                "outputAnchors": [
                    {
                        "id": "openAIEmbeddings_1-output-openAIEmbeddings-OpenAIEmbeddings|Embeddings",
                        "name": "openAIEmbeddings",
                        "label": "OpenAIEmbeddings",
                        "description": "OpenAI API to generate embeddings for a given text",
                        "type": "OpenAIEmbeddings | Embeddings"
                    }
                ],
                "outputs": {},
                "selected": false
            },
            "selected": false,
            "positionAbsolute": {
                "x": 58.45057557109914,
                "y": 575.7733202609951
            },
            "dragging": false
        },
        {
            "width": 300,
            "height": 253,
            "id": "bufferMemory_0",
            "position": {
                "x": 805.4218592927105,
                "y": 1137.3074383419469
            },
            "type": "customNode",
            "data": {
                "id": "bufferMemory_0",
                "label": "Buffer Memory",
                "version": 2,
                "name": "bufferMemory",
                "type": "BufferMemory",
                "baseClasses": ["BufferMemory", "BaseChatMemory", "BaseMemory"],
                "category": "Memory",
                "description": "Retrieve chat messages stored in database",
                "inputParams": [
                    {
                        "label": "Session Id",
                        "name": "sessionId",
                        "type": "string",
                        "description": "If not specified, a random id will be used. Learn <a target=\"_blank\" href=\"https://docs.flowiseai.com/memory#ui-and-embedded-chat\">more</a>",
                        "default": "",
                        "additionalParams": true,
                        "optional": true,
                        "id": "bufferMemory_0-input-sessionId-string"
                    },
                    {
                        "label": "Memory Key",
                        "name": "memoryKey",
                        "type": "string",
                        "default": "chat_history",
                        "additionalParams": true,
                        "id": "bufferMemory_0-input-memoryKey-string"
                    }
                ],
                "inputAnchors": [],
                "inputs": {
                    "sessionId": "",
                    "memoryKey": "chat_history"
                },
                "outputAnchors": [
                    {
                        "id": "bufferMemory_0-output-bufferMemory-BufferMemory|BaseChatMemory|BaseMemory",
                        "name": "bufferMemory",
                        "label": "BufferMemory",
                        "description": "Retrieve chat messages stored in database",
                        "type": "BufferMemory | BaseChatMemory | BaseMemory"
                    }
                ],
                "outputs": {},
                "selected": false
            },
            "selected": false,
            "positionAbsolute": {
                "x": 805.4218592927105,
                "y": 1137.3074383419469
            },
            "dragging": false
        },
        {
            "width": 300,
            "height": 603,
            "id": "retrieverTool_2",
            "position": {
                "x": 798.3128281367018,
                "y": -151.77659673435184
            },
            "type": "customNode",
            "data": {
                "id": "retrieverTool_2",
                "label": "Retriever Tool",
                "version": 2,
                "name": "retrieverTool",
                "type": "RetrieverTool",
                "baseClasses": ["RetrieverTool", "DynamicTool", "Tool", "StructuredTool", "Runnable"],
                "category": "Tools",
                "description": "Use a retriever as allowed tool for agent",
                "inputParams": [
                    {
                        "label": "Retriever Name",
                        "name": "name",
                        "type": "string",
                        "placeholder": "search_state_of_union",
                        "id": "retrieverTool_2-input-name-string"
                    },
                    {
                        "label": "Retriever Description",
                        "name": "description",
                        "type": "string",
                        "description": "When should agent uses to retrieve documents",
                        "rows": 3,
                        "placeholder": "Searches and returns documents regarding the state-of-the-union.",
                        "id": "retrieverTool_2-input-description-string"
                    },
                    {
                        "label": "Return Source Documents",
                        "name": "returnSourceDocuments",
                        "type": "boolean",
                        "optional": true,
                        "id": "retrieverTool_2-input-returnSourceDocuments-boolean"
                    }
                ],
                "inputAnchors": [
                    {
                        "label": "Retriever",
                        "name": "retriever",
                        "type": "BaseRetriever",
                        "id": "retrieverTool_2-input-retriever-BaseRetriever"
                    }
                ],
                "inputs": {
                    "name": "search_apple",
                    "description": "Use this function to answer user questions about Apple Inc (APPL). It contains a SEC Form 10K filing describing the financials of Apple Inc (APPL) for the 2022 time period.",
                    "retriever": "{{pinecone_0.data.instance}}",
                    "returnSourceDocuments": true
                },
                "outputAnchors": [
                    {
                        "id": "retrieverTool_2-output-retrieverTool-RetrieverTool|DynamicTool|Tool|StructuredTool|Runnable",
                        "name": "retrieverTool",
                        "label": "RetrieverTool",
                        "type": "RetrieverTool | DynamicTool | Tool | StructuredTool | Runnable"
                    }
                ],
                "outputs": {},
                "selected": false
            },
            "selected": false,
            "positionAbsolute": {
                "x": 798.3128281367018,
                "y": -151.77659673435184
            },
            "dragging": false
        },
        {
            "width": 300,
            "height": 603,
            "id": "retrieverTool_1",
            "position": {
                "x": 805.1192462354428,
                "y": 479.4961512574057
            },
            "type": "customNode",
            "data": {
                "id": "retrieverTool_1",
                "label": "Retriever Tool",
                "version": 2,
                "name": "retrieverTool",
                "type": "RetrieverTool",
                "baseClasses": ["RetrieverTool", "DynamicTool", "Tool", "StructuredTool", "Runnable"],
                "category": "Tools",
                "description": "Use a retriever as allowed tool for agent",
                "inputParams": [
                    {
                        "label": "Retriever Name",
                        "name": "name",
                        "type": "string",
                        "placeholder": "search_state_of_union",
                        "id": "retrieverTool_1-input-name-string"
                    },
                    {
                        "label": "Retriever Description",
                        "name": "description",
                        "type": "string",
                        "description": "When should agent uses to retrieve documents",
                        "rows": 3,
                        "placeholder": "Searches and returns documents regarding the state-of-the-union.",
                        "id": "retrieverTool_1-input-description-string"
                    },
                    {
                        "label": "Return Source Documents",
                        "name": "returnSourceDocuments",
                        "type": "boolean",
                        "optional": true,
                        "id": "retrieverTool_1-input-returnSourceDocuments-boolean"
                    }
                ],
                "inputAnchors": [
                    {
                        "label": "Retriever",
                        "name": "retriever",
                        "type": "BaseRetriever",
                        "id": "retrieverTool_1-input-retriever-BaseRetriever"
                    }
                ],
                "inputs": {
                    "name": "search_tsla",
                    "description": "Use this function to answer user questions about Tesla Inc (TSLA). It contains a SEC Form 10K filing describing the financials of Tesla Inc (TSLA) for the 2022 time period.",
                    "retriever": "{{pinecone_1.data.instance}}",
                    "returnSourceDocuments": true
                },
                "outputAnchors": [
                    {
                        "id": "retrieverTool_1-output-retrieverTool-RetrieverTool|DynamicTool|Tool|StructuredTool|Runnable",
                        "name": "retrieverTool",
                        "label": "RetrieverTool",
                        "type": "RetrieverTool | DynamicTool | Tool | StructuredTool | Runnable"
                    }
                ],
                "outputs": {},
                "selected": false
            },
            "selected": false,
            "positionAbsolute": {
                "x": 805.1192462354428,
                "y": 479.4961512574057
            },
            "dragging": false
        },
        {
            "id": "chatOpenAI_0",
            "position": {
                "x": 1160.0862472447252,
                "y": 605.506982115898
            },
            "type": "customNode",
            "data": {
                "id": "chatOpenAI_0",
                "label": "ChatOpenAI",
                "version": 6,
                "name": "chatOpenAI",
                "type": "ChatOpenAI",
                "baseClasses": ["ChatOpenAI", "BaseChatModel", "BaseLanguageModel", "Runnable"],
                "category": "Chat Models",
                "description": "Wrapper around OpenAI large language models that use the Chat endpoint",
                "inputParams": [
                    {
                        "label": "Connect Credential",
                        "name": "credential",
                        "type": "credential",
                        "credentialNames": ["openAIApi"],
                        "id": "chatOpenAI_0-input-credential-credential"
                    },
                    {
                        "label": "Model Name",
                        "name": "modelName",
                        "type": "asyncOptions",
                        "loadMethod": "listModels",
                        "default": "gpt-3.5-turbo",
                        "id": "chatOpenAI_0-input-modelName-asyncOptions"
                    },
                    {
                        "label": "Temperature",
                        "name": "temperature",
                        "type": "number",
                        "step": 0.1,
                        "default": 0.9,
                        "optional": true,
                        "id": "chatOpenAI_0-input-temperature-number"
                    },
                    {
                        "label": "Max Tokens",
                        "name": "maxTokens",
                        "type": "number",
                        "step": 1,
                        "optional": true,
                        "additionalParams": true,
                        "id": "chatOpenAI_0-input-maxTokens-number"
                    },
                    {
                        "label": "Top Probability",
                        "name": "topP",
                        "type": "number",
                        "step": 0.1,
                        "optional": true,
                        "additionalParams": true,
                        "id": "chatOpenAI_0-input-topP-number"
                    },
                    {
                        "label": "Frequency Penalty",
                        "name": "frequencyPenalty",
                        "type": "number",
                        "step": 0.1,
                        "optional": true,
                        "additionalParams": true,
                        "id": "chatOpenAI_0-input-frequencyPenalty-number"
                    },
                    {
                        "label": "Presence Penalty",
                        "name": "presencePenalty",
                        "type": "number",
                        "step": 0.1,
                        "optional": true,
                        "additionalParams": true,
                        "id": "chatOpenAI_0-input-presencePenalty-number"
                    },
                    {
                        "label": "Timeout",
                        "name": "timeout",
                        "type": "number",
                        "step": 1,
                        "optional": true,
                        "additionalParams": true,
                        "id": "chatOpenAI_0-input-timeout-number"
                    },
                    {
                        "label": "BasePath",
                        "name": "basepath",
                        "type": "string",
                        "optional": true,
                        "additionalParams": true,
                        "id": "chatOpenAI_0-input-basepath-string"
                    },
                    {
                        "label": "BaseOptions",
                        "name": "baseOptions",
                        "type": "json",
                        "optional": true,
                        "additionalParams": true,
                        "id": "chatOpenAI_0-input-baseOptions-json"
                    },
                    {
                        "label": "Allow Image Uploads",
                        "name": "allowImageUploads",
                        "type": "boolean",
                        "description": "Automatically uses gpt-4-vision-preview when image is being uploaded from chat. Only works with LLMChain, Conversation Chain, ReAct Agent, and Conversational Agent",
                        "default": false,
                        "optional": true,
                        "id": "chatOpenAI_0-input-allowImageUploads-boolean"
                    },
                    {
                        "label": "Image Resolution",
                        "description": "This parameter controls the resolution in which the model views the image.",
                        "name": "imageResolution",
                        "type": "options",
                        "options": [
                            {
                                "label": "Low",
                                "name": "low"
                            },
                            {
                                "label": "High",
                                "name": "high"
                            },
                            {
                                "label": "Auto",
                                "name": "auto"
                            }
                        ],
                        "default": "low",
                        "optional": false,
                        "additionalParams": true,
                        "id": "chatOpenAI_0-input-imageResolution-options"
                    }
                ],
                "inputAnchors": [
                    {
                        "label": "Cache",
                        "name": "cache",
                        "type": "BaseCache",
                        "optional": true,
                        "id": "chatOpenAI_0-input-cache-BaseCache"
                    }
                ],
                "inputs": {
                    "cache": "",
                    "modelName": "gpt-3.5-turbo",
                    "temperature": 0.9,
                    "maxTokens": "",
                    "topP": "",
                    "frequencyPenalty": "",
                    "presencePenalty": "",
                    "timeout": "",
                    "basepath": "",
                    "baseOptions": "",
                    "allowImageUploads": "",
                    "imageResolution": "low"
                },
                "outputAnchors": [
                    {
                        "id": "chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable",
                        "name": "chatOpenAI",
                        "label": "ChatOpenAI",
                        "description": "Wrapper around OpenAI large language models that use the Chat endpoint",
                        "type": "ChatOpenAI | BaseChatModel | BaseLanguageModel | Runnable"
                    }
                ],
                "outputs": {},
                "selected": false
            },
            "width": 300,
            "height": 670,
            "selected": false,
            "positionAbsolute": {
                "x": 1160.0862472447252,
                "y": 605.506982115898
            },
            "dragging": false
        },
        {
            "id": "toolAgent_0",
            "position": {
                "x": 1557.897498996615,
                "y": 415.17324915263646
            },
            "type": "customNode",
            "data": {
                "id": "toolAgent_0",
                "label": "Tool Agent",
                "version": 1,
                "name": "toolAgent",
                "type": "AgentExecutor",
                "baseClasses": ["AgentExecutor", "BaseChain", "Runnable"],
                "category": "Agents",
                "description": "Agent that uses Function Calling to pick the tools and args to call",
                "inputParams": [
                    {
                        "label": "System Message",
                        "name": "systemMessage",
                        "type": "string",
                        "default": "You are a helpful AI assistant.",
                        "rows": 4,
                        "optional": true,
                        "additionalParams": true,
                        "id": "toolAgent_0-input-systemMessage-string"
                    },
                    {
                        "label": "Max Iterations",
                        "name": "maxIterations",
                        "type": "number",
                        "optional": true,
                        "additionalParams": true,
                        "id": "toolAgent_0-input-maxIterations-number"
                    }
                ],
                "inputAnchors": [
                    {
                        "label": "Tools",
                        "name": "tools",
                        "type": "Tool",
                        "list": true,
                        "id": "toolAgent_0-input-tools-Tool"
                    },
                    {
                        "label": "Memory",
                        "name": "memory",
                        "type": "BaseChatMemory",
                        "id": "toolAgent_0-input-memory-BaseChatMemory"
                    },
                    {
                        "label": "Tool Calling Chat Model",
                        "name": "model",
                        "type": "BaseChatModel",
                        "description": "Only compatible with models that are capable of function calling: ChatOpenAI, ChatMistral, ChatAnthropic, ChatGoogleGenerativeAI, ChatVertexAI, GroqChat",
                        "id": "toolAgent_0-input-model-BaseChatModel"
                    },
                    {
                        "label": "Input Moderation",
                        "description": "Detect text that could generate harmful output and prevent it from being sent to the language model",
                        "name": "inputModeration",
                        "type": "Moderation",
                        "optional": true,
                        "list": true,
                        "id": "toolAgent_0-input-inputModeration-Moderation"
                    }
                ],
                "inputs": {
                    "tools": ["{{retrieverTool_1.data.instance}}", "{{retrieverTool_2.data.instance}}"],
                    "memory": "{{bufferMemory_0.data.instance}}",
                    "model": "{{chatOpenAI_0.data.instance}}",
                    "systemMessage": "You are a helpful AI assistant.",
                    "inputModeration": "",
                    "maxIterations": ""
                },
                "outputAnchors": [
                    {
                        "id": "toolAgent_0-output-toolAgent-AgentExecutor|BaseChain|Runnable",
                        "name": "toolAgent",
                        "label": "AgentExecutor",
                        "description": "Agent that uses Function Calling to pick the tools and args to call",
                        "type": "AgentExecutor | BaseChain | Runnable"
                    }
                ],
                "outputs": {},
                "selected": false
            },
            "width": 300,
            "height": 435,
            "selected": false,
            "positionAbsolute": {
                "x": 1557.897498996615,
                "y": 415.17324915263646
            },
            "dragging": false
        },
        {
            "id": "stickyNote_0",
            "position": {
                "x": 412.4825307414748,
                "y": -350.94571995872616
            },
            "type": "stickyNote",
            "data": {
                "id": "stickyNote_0",
                "label": "Sticky Note",
                "version": 2,
                "name": "stickyNote",
                "type": "StickyNote",
                "baseClasses": ["StickyNote"],
                "tags": ["Utilities"],
                "category": "Utilities",
                "description": "Add a sticky note",
                "inputParams": [
                    {
                        "label": "",
                        "name": "note",
                        "type": "string",
                        "rows": 1,
                        "placeholder": "Type something here",
                        "optional": true,
                        "id": "stickyNote_0-input-note-string"
                    }
                ],
                "inputAnchors": [],
                "inputs": {
                    "note": "The metadata filtering is limited to:\n\n{ source: apple }\n\nThis ensure only embeddings with specified metadata to be searched, ensuring accurate and concise data to be fed into LLM"
                },
                "outputAnchors": [
                    {
                        "id": "stickyNote_0-output-stickyNote-StickyNote",
                        "name": "stickyNote",
                        "label": "StickyNote",
                        "description": "Add a sticky note",
                        "type": "StickyNote"
                    }
                ],
                "outputs": {},
                "selected": false
            },
            "width": 300,
            "height": 183,
            "selected": false,
            "positionAbsolute": {
                "x": 412.4825307414748,
                "y": -350.94571995872616
            },
            "dragging": false
        },
        {
            "id": "stickyNote_1",
            "position": {
                "x": 97.50620416692945,
                "y": 418.4866537187119
            },
            "type": "stickyNote",
            "data": {
                "id": "stickyNote_1",
                "label": "Sticky Note",
                "version": 2,
                "name": "stickyNote",
                "type": "StickyNote",
                "baseClasses": ["StickyNote"],
                "tags": ["Utilities"],
                "category": "Utilities",
                "description": "Add a sticky note",
                "inputParams": [
                    {
                        "label": "",
                        "name": "note",
                        "type": "string",
                        "rows": 1,
                        "placeholder": "Type something here",
                        "optional": true,
                        "id": "stickyNote_1-input-note-string"
                    }
                ],
                "inputAnchors": [],
                "inputs": {
                    "note": "Similarly, metadata filtering is limited to:\n\n{ source: tesla }\n\nto ensure only specific embeddings to be fetched"
                },
                "outputAnchors": [
                    {
                        "id": "stickyNote_1-output-stickyNote-StickyNote",
                        "name": "stickyNote",
                        "label": "StickyNote",
                        "description": "Add a sticky note",
                        "type": "StickyNote"
                    }
                ],
                "outputs": {},
                "selected": false
            },
            "width": 300,
            "height": 143,
            "selected": false,
            "positionAbsolute": {
                "x": 97.50620416692945,
                "y": 418.4866537187119
            },
            "dragging": false
        },
        {
            "id": "stickyNote_2",
            "position": {
                "x": 1548.4303201171722,
                "y": 297.55572308302555
            },
            "type": "stickyNote",
            "data": {
                "id": "stickyNote_2",
                "label": "Sticky Note",
                "version": 2,
                "name": "stickyNote",
                "type": "StickyNote",
                "baseClasses": ["StickyNote"],
                "tags": ["Utilities"],
                "category": "Utilities",
                "description": "Add a sticky note",
                "inputParams": [
                    {
                        "label": "",
                        "name": "note",
                        "type": "string",
                        "rows": 1,
                        "placeholder": "Type something here",
                        "optional": true,
                        "id": "stickyNote_2-input-note-string"
                    }
                ],
                "inputAnchors": [],
                "inputs": {
                    "note": "Depending on user question, Tool Agent will able to decide which tool to use, OR using both tools."
                },
                "outputAnchors": [
                    {
                        "id": "stickyNote_2-output-stickyNote-StickyNote",
                        "name": "stickyNote",
                        "label": "StickyNote",
                        "description": "Add a sticky note",
                        "type": "StickyNote"
                    }
                ],
                "outputs": {},
                "selected": false
            },
            "width": 300,
            "height": 82,
            "selected": false,
            "positionAbsolute": {
                "x": 1548.4303201171722,
                "y": 297.55572308302555
            },
            "dragging": false
        }
    ],
    "edges": [
        {
            "source": "openAIEmbeddings_0",
            "sourceHandle": "openAIEmbeddings_0-output-openAIEmbeddings-OpenAIEmbeddings|Embeddings",
            "target": "pinecone_0",
            "targetHandle": "pinecone_0-input-embeddings-Embeddings",
            "type": "buttonedge",
            "id": "openAIEmbeddings_0-openAIEmbeddings_0-output-openAIEmbeddings-OpenAIEmbeddings|Embeddings-pinecone_0-pinecone_0-input-embeddings-Embeddings"
        },
        {
            "source": "openAIEmbeddings_1",
            "sourceHandle": "openAIEmbeddings_1-output-openAIEmbeddings-OpenAIEmbeddings|Embeddings",
            "target": "pinecone_1",
            "targetHandle": "pinecone_1-input-embeddings-Embeddings",
            "type": "buttonedge",
            "id": "openAIEmbeddings_1-openAIEmbeddings_1-output-openAIEmbeddings-OpenAIEmbeddings|Embeddings-pinecone_1-pinecone_1-input-embeddings-Embeddings"
        },
        {
            "source": "pinecone_0",
            "sourceHandle": "pinecone_0-output-retriever-Pinecone|VectorStoreRetriever|BaseRetriever",
            "target": "retrieverTool_2",
            "targetHandle": "retrieverTool_2-input-retriever-BaseRetriever",
            "type": "buttonedge",
            "id": "pinecone_0-pinecone_0-output-retriever-Pinecone|VectorStoreRetriever|BaseRetriever-retrieverTool_2-retrieverTool_2-input-retriever-BaseRetriever"
        },
        {
            "source": "pinecone_1",
            "sourceHandle": "pinecone_1-output-retriever-Pinecone|VectorStoreRetriever|BaseRetriever",
            "target": "retrieverTool_1",
            "targetHandle": "retrieverTool_1-input-retriever-BaseRetriever",
            "type": "buttonedge",
            "id": "pinecone_1-pinecone_1-output-retriever-Pinecone|VectorStoreRetriever|BaseRetriever-retrieverTool_1-retrieverTool_1-input-retriever-BaseRetriever"
        },
        {
            "source": "bufferMemory_0",
            "sourceHandle": "bufferMemory_0-output-bufferMemory-BufferMemory|BaseChatMemory|BaseMemory",
            "target": "toolAgent_0",
            "targetHandle": "toolAgent_0-input-memory-BaseChatMemory",
            "type": "buttonedge",
            "id": "bufferMemory_0-bufferMemory_0-output-bufferMemory-BufferMemory|BaseChatMemory|BaseMemory-toolAgent_0-toolAgent_0-input-memory-BaseChatMemory"
        },
        {
            "source": "retrieverTool_1",
            "sourceHandle": "retrieverTool_1-output-retrieverTool-RetrieverTool|DynamicTool|Tool|StructuredTool|Runnable",
            "target": "toolAgent_0",
            "targetHandle": "toolAgent_0-input-tools-Tool",
            "type": "buttonedge",
            "id": "retrieverTool_1-retrieverTool_1-output-retrieverTool-RetrieverTool|DynamicTool|Tool|StructuredTool|Runnable-toolAgent_0-toolAgent_0-input-tools-Tool"
        },
        {
            "source": "retrieverTool_2",
            "sourceHandle": "retrieverTool_2-output-retrieverTool-RetrieverTool|DynamicTool|Tool|StructuredTool|Runnable",
            "target": "toolAgent_0",
            "targetHandle": "toolAgent_0-input-tools-Tool",
            "type": "buttonedge",
            "id": "retrieverTool_2-retrieverTool_2-output-retrieverTool-RetrieverTool|DynamicTool|Tool|StructuredTool|Runnable-toolAgent_0-toolAgent_0-input-tools-Tool"
        },
        {
            "source": "chatOpenAI_0",
            "sourceHandle": "chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable",
            "target": "toolAgent_0",
            "targetHandle": "toolAgent_0-input-model-BaseChatModel",
            "type": "buttonedge",
            "id": "chatOpenAI_0-chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable-toolAgent_0-toolAgent_0-input-model-BaseChatModel"
        }
    ]
}
